{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 配置版本"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. 安装 Python 版本"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 首先打开 Anaconda 的 Prompt 终端，输入 jupyter kernelspec list，查看已经安装的 python 版本。如下图所示，Anaconda 只有自带的 python3。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "② 输入 conda create --name py3.6.3 python=3.6.3 命令，输入 [y]/n 时输入 y，创建 py3.6.3 虚拟环境，它会安装 python3.6.3 到 anaconda3 的 env 目录下。( 注意：不要挂 VNP。)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "③ 首先确保目前盘和要进入的盘一样，输入 cd D:\\11_Anaconda\\envs\\py3.6.3\\Scripts 命令，进入 py3.6.3 目录下的 Scripts 文件夹下。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "④ 输入 conda activate py3.6.3 激活 py3.6.3环境后，再输入 pip install ipykernel 命令，会在 script 目录下会生成一系列工具，如下图所示。( 注意：不要挂 VNP。)"
   ]
  },
  {
   "attachments": {
    "image-4.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image-4.png](attachment:image-4.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "⑤ 将 Anaconda 文件夹下的 share/jupyter/kernels 文件夹中已经存在的项目复制一份，重命名为 python3.6.3。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "iVBORw0KGgoAAAANSUhEUgAABiUAAAFYCAYAAAA84P/rAAAgAElEQVR4nOzde3hU5b33/08OhGNACIgEEgiEQQkYSxFNCikG2AMbwRajobhrio81KXXbramNvdKi5THWbIv28hGaUJQd+yslGNn1wIbZwGgRE881IkhCCJhAEAUiRs5k1u+POWQmmSQzyeQE79fVyMw63OteMysDXZ+572/QyFFjDMOQJENy/GHI7bk3LawC0Dn69R/senzmdG2X9WPAVcO67NjoeCOvDZckHdlX18U9aaPoVN2TEqt+OqZ3nl6rD7q6P74Ii5Vp6nc1ITJcIY5F52s/02clH+jQmfMBb3f3W2/r8AVfGuitfmOmauqk6zSkj2ORrU5HP/tQH39WIX96dv2iR3TTCL96ry/eflKvfdx0+dQfZevmEee1v+gPslT51yY6zqh5v9QPrustnanQ3/MKdbjdLfbXsOtmaMp1o9Q32LHo3Feq/HSX9h46oUttbDX0hp/o3uSRCv3qQ73wl606422bafcqY/pw6ei7yvvb9jYf67Iw7V7dP314Oxpo4bM46jYtWXid+re16brPtOXFVzyutdB+ozS4f0izu7TVpdNfqLY9n8cAAADoMb79+quu7kKP4B4XBDV50FiQgiJHjjGuHjakQzsFIPBCe/V2Pb50sev+j3GvsD6tb4Qeq//gMEnS6Vqf7lp3P+GxmhAzUKE6qy8/+Uzd/p8SA8bKNPYq9fK60tDZYxU6eKzOz+8GhKrf8PEaPbyvgr2sPfvFR6r8svVWhoydohEDmll58RtVl1fom3rfejQk5jsa7nbnMSgoSEFBkmTIZvO+z5kv/qnjfSYp+qpeOvPFP/X5cfvyYeOn6Oq+9Tp1sFSHe2h2djnqHx2vMVeFSJe+0aG9FTrdrtYGa+R1MbrK+y+GbGe+UmVltc43c+00r4+uNk3UsD6GTh/ZrUMnvMUNbtvU7Nah41d0JCFdfZ3irukr1V/Q6bM+/sJLkkLUd0CYglv6LB4Qo9gxzX3+tSwoOEhBXq4113UYYJe+PqSyqpMBbxcAAADdz8UL57q6C5eloMiRo42rh0Xo448/6uq+AAAAAAAAAACAy5i3L00CAAAAAAAAAAAEXLBBfQgAAAAAAAAAANAJgqlaDQAAAAAAAAAAOgPTNwEAAAAAAAAAgE5BKAEAAAAAAAAAADpFqL87fFO6QIZhSIZj4idD9ueNHhuG9Mm+r3XL3cUB7C4AAAAAAAAAAOip/A4lDMPQwJGpskcSNnv6IJv9ueH552TjtcD21uGvf/2rbIYhw2aTYRiy2QwZhs21zGYYOn/unHJzc3XkyBGf2yVwAQAAAAAAAACg44T6Xefaebe+lUDCvr715m677Ta98847uvnmm/XKK6/41AWbYWjJj37UtEsOGzcWasb06aq32fSHp57yOZjoDoGLU1teFwAAAAAAAAAAurPgNmUSPgUSNp/zjqCgIP/6YLNJkuptNtXX21RfX6/6+npdcvxI0tChQ/Uvc+booYcy/WjY+Z/ABC7t1drrEhERoYqKCj322GMd35lmXHvttaqurta1117bZX0AAAAAAAAAgK5mGIZPP93N++++q7t//ONm19/94x/r/XffDdjxQv2+u27Ip0DCMd9RwDrq0QX3KZWa9N/+/MUXX5QkhYaF+d6upEAHLgAAAAAAAACAK0NrXzTvjqHE/3vuOa398xpJ0ot/+YvHurt//GOt/fMa3fvT+wJ2vDbVlPApkJCtozIJ2WyO2g5yDycaLFp0uwxJoSEhem7VKt8b7gaBCwAAAAAAAAAAncUZRDQOJtwDicZhRXv4HUrYtR5IdORNe8N9pEKjQML53Fa9Wxpzg2yGzY92uz5wAQAAAAAAAACgMzUOJpyPAx1ISFKw33sY8jGQ6LhgwmY4kofGgYRj7MSlt9fr3O+SdGnfWzJsbaiaEcDApTPnDktNTdWZM2f0/vvvS7LXezh16pTreBs3bpTUUIti1apVOnXqlCoqKpSQkKBjx47plVdeabJ9S201tnHjRtc2p06dotYEAAAAAAAAAPQAL/7lL7r3p/dp7Z/XdFggIbUhlLDfTG89kDBsF2UY0sD+IYHtsRoKXTcOJGRIl3at16UX7levtFUKvXaGfzf/OyBwCQ4ObvYnkB577DGtW7dOS5cu1Y033qhrr71W//jHP3TfffcpKChIQ4cO1ZQpUzyKYv/bv/2bbrrpJsXGxqq2tlZ9+vRRZGSkgoKCtHjxYs2ePVupqak+tSXZQ5Hvf//7uu666xQUFKRBgwZp3759AT1PAAAAAAAAAJe/nlo0Gq1r253x1m7Yy9CpL0oVEtpH//X77wSss042x8V27vlluvjWXyXDkGFIF3au16W19ysk7TmFTv+RfVubv9M3BTZw6YxfGLPZrAcffFBTpkxRYWGhJGnx4sW6+uqrtWHDBhmGoePHj2vcuHGaOHGia79nnnnGIzQ4d+6c/vCHP0iStm/frpqaGp/bkqTS0lL16dNHH330kVJTUwN2fgAAAAAAAACuLEFBQT79IHDca0g4R0zc/eMfB/w4bSh0LbUWSMiw6cK5WkVEJep7U84FtMOSHFMyGQoZ/z1dfP5+Vzfq196vkP/znEJn/Mi5pf83//0MXBY98EHrTXrpQyB/YWJiYlRfX6/4+HiPkOHAgQO66aabdOLECY/tIyIi/D5Gc225T8+0b98+DRo0SBEREXr33XddIzecQQkAAAAAAAAAoPtprqh14+LXgdCGmhKtBxLOMCAktHeHDKGxOQpdh85YotCfPKf6NferPv9+hdzznEK//yNXPw3Htr7yJ3C5asQUfW+Kbzf3G0/VFOipm/Ly8vSzn/1M69atc02ptGHDBg0bNkz//u//7trOYrG0qcaDr22lpqYqMzNTJ06c0E033aSamhpdd911bTwrAAAAAAAAAEBHay6QcK8xEcgRE/7XlJBaDSRk2BrqM3TAtF6uoMMw1CvpRwr5P88p5N7nFDrzR671zsP6Vei6gwIXwzBcQURwcHCHBDWFhYWaMmWKHnzwQZ06dUqSdN999+lXv/qVa7qokpKSNtV42Ldvn09tFRYWavHixa4pnmpra5vUnQAAAAAAAACAy1VPrIHx7/ff32xRa2cw8e/33x+w4/k9fZM8RhM0E0jIGQoYHZFJyGYznHWtJckVRtgDg0bb+vFGd2Tg4gwmAnnhnThxQrGxsa7nzumT3J97mzqp8X7ObYcPH+6xzaRJk1zPCwsLvba1b98+RUVFuZ7feOONbTsZAAAAAAAAAOjBemqNixtvuqnF9S/+5S8Bnb7J/5oSkloLJOzr5fZn8/bs2aObbrpJe/bs8b0PjadkMpoPP5ps22LDzv90TODiTyDRltcFAAAAAAAAAIDurA0jJQx9ddDietwwk5Lb6AXDfsv+iwNv6eu6Cy02V1FRoYqKCr+6YDMMGTIUGhrS+rZ+TN8U6MClPdryugAAAAAAAAAA0J35HUoMS9jaEf3wi2Ez9P+ee06GzT4Pl81ms/9p2GTYDHtoYdhks/k5T1eAAxcAAAAAAAAAANAg6JoRUcY1w4fp448/6uq+AAAAAAAAAACAy1hwV3cAAAAAAAAAAABcGQglAAAAAAAAAABApyCUAAAAAAAAAAAAnYJQAgAAAAAAAAAAdApCCQAAAAAAAAAA0CkIJQAAAAAAAAAAQKcIdT4wT/9VV/ajw1l2/WdXdwEAAAAAAAAAgCsaIyUAAAAAAAAAAECnIJQAAAAAAAAAAACdglACAAAAAAAAAAB0CkIJAAAAAAAAAADQKUJb3wQAAAAAAAAAAMAu+KqRCh0Rp+DBoxTUZ5AkyTh3Srbaw7p0dI9sXx9pft+O69YILf1rrh41t7KZ+W6tzRjRZNnW39/QYT1DO03LVWndJi3t6n4AAAAAAAAAADpNUO8BCov7V4VN+zfZ4u/U+bg7dTbuDp2NS9H5iXfINvkOhU27S2Fx/6qg3gO8ttGBocRRrbvrb9JvMrV0fPNbzZo5TG/vOGp//PuWt+0epim3tFS505pZm1uquro6n35Km2uk03g5l6WbVLfJM25YuqlR33cs01jN0bPezmtTN4oqlm5q4TVeqk0+vU+ELwAAAAAAAACgsP4Km7xAMs3S+XH/ovrhkxQWPlT9+oSpf+/e6hM+VLbhk3R+zBxpXLLCJt8qhfVv0kyApm8aoaV//Q+lRntfm/BCrlLdF1RZtewuiyrHm/Wj6E/1xH5JukHToz/VX/ZLGhuYXnWM95QV/0dtqtukpeGLtK7x2qx4hWe5L5mm3NI/Sz+NV9Z7ndjNAFq3KLzJeXY7Szep7tk5XlbMUd0yzyWVq2cpPmudFoV7ntXSTaW69sme+z4BAAAAAAAAQEcJG/99GVFTdWnkNBkhvRXeJ0TLvne1pkb3V68Q6dg3F/WM9Qvt/ypIl0ZMVaiksLPf6MKe//FoJ+iaEVHGNcOHafiA2QHp2NiMTP344Er9ztJohflurY3Zpnvzjnpsu3r0Ds399cf2KZt+E+e1zcN//aPHfm1h2fWfbdtxWq5KdyzzKSfZ9kC4Fq1TCzfIvWzbFXzon1NDP5dqU92zan6vbXrAS0jTVZZuKtW1+w9orvbrwPh9WtTkxZ6m3NIdWtbqG9u9zgsAAAAAAAAAfBEcHKyrrrpKX3/9tWw2m8/rvLZ11UiF3fhjnY+dLaP3QMkI0ojwUBX+JFZ15+vVLyxYpmG9tbOiTssKD6r2zEUFna9T70NWXfjg//OoMRHw6Zsqd3yqqJlN60G4T9Nkd4N+fNfVjscjtPTuYSq8J0tzZ2Rp7uN7pF1/sz+ekdXuQKJd3stSfHi4wt1/HtimytWzPJeFNwoZtj3QZL3zZ9bqyi47HUnSukWOvszS6spKrZ7leW7uffc4p8rVmuX1nGapq0/JyTnV1ILX4pW1T5Je1qLXFniZWuo9ZcV79n/bA97OjUACAAAAAAAAQM8SHBwsk8mk559/XnFxcQoJCXGtCwkJUVxcnJ5//nmZTCYFB7ceE4SOiNOliPEyeg2QjCBJhk6drdcT/1ujjA2H9B9Fn+vgiQuKH9lPYSHBkhEkI7S/Ll01TqEjPAcjBL6mxP5P9Hb0LM/aEI5pmv6xv2HR2IxZitq1R4clafz1+l7VDq3br8tTi7UNepCxy7TDa90FX0YcdCxnGOEcADLn2TrVPTtHY5ftaBgVMudZVzjhWSfD3v85zzZTV6I0V5fBuwcAAAAAAADgCtGnTx89/vjjOnfunFasWKFJkyYpNDRUoaGhmjRpklasWKFz587p8ccfV58+fVptL3jwKNWHj5SCgiUZkiGdvWjTG/u/0Zd1F9W3V7AG9g7RgePndbHeJhmSgoJUP2CEggeP8mwr8Kd7VOse+1Tfe8zsmPLoBj36wiS9/ZhF7l+mj9GneuKFY/Yn+y2699cfB74rCKB1WtTMyI/uMKJg3aJwhYc/oG0tjubYpgfCwxW+aJ1je8fy1d5HtcxaXWkfPRGfJcpMAAAAAAAAAOgpzp07p+XLl6tfv346e/asfvvb3yo+Pl7x8fH67W9/q7Nnz6pv375avny5zp0712p7QX0Gyegz0P7EsP8YhqH6epuuG95Hv5o9QvWGTetKvtTpczbHBkEywgYqqM8gj7YCVOi6kf0W3fvi3dr6Vq6kL1V4z8omoyB25Fmk8Wb7E6/1JOK09a0f2R86C2N3SGdb01ztgUYFlCtXa1YzN6+nXTtOB/Z1l9vaXs5nR508a0HPUV3ds/aHlas1K/5l3d5q/YVKrZ7VDYpEj12mHY0rW7ts0wONlkzL/bOWLRurZcue9b5H4x0AAAAAAAAAoJuz2Wzat2+fsrOztWLFCp0/f15PPvmkJOn48ePq06ePfvvb32rfvn0+1ZSwM1yBhPPxoH4hujdxmCIH9VLu/9Zo+75TunCp3rGNJMNo0krHhBIerlb0WEktTc1keVFz3Qtjm+/W1pmf2Atgdzl77YEs90VLN6n02icV79Md+Gm6fe5YaV8Hdc9vXs7Hl728vAbOaZEqV8/y8bXoBM2GQ9OUW/pIo0W5emSu7DU0vFQdn5ZbqkeaLAUAAAAAAACA7s9ms+mzzz7To48+qkcffVRHj9prN/fr10+PPvqo9u7d63MgYZw7paCz38joO1hSkCuYCDKkepuhN8q/0Rvl36ju7KWGHMKwKej8NzLOnfJoK+DTN836fa62vpVrDxUchap3zbQvW5sxItCH657WLXLd5J6W+2ctO/CAXltgr09QmjtN72XFy8s98C6xdJN7Aehpyi2ta1T/wr6sSZ0FZ50GyV63obvUX/C17sW0XJX+WXryjwcaak00+tnR1YUyAAAAAAAAAKAd6uvrtXfvXv3ud7/TwIEDNXDgQP3ud7/T3r17VV9f73M7ttrDCvnmsGSzeYyU+OZcvfLfOqaCkq908vRFt0DCkGw2hZw5KlvtYY+2AjRSYoSW/vU/lBotlTyepbm/9ly749dZ2iFpbEamtr51dRdPx9RJpuWqdMcyjXV9C3+d1slZkFna9kB41wYTjpEOlatnKdw1ysE+iuLl3FLV1Y119LGZkRV+jRbpLOu0KNy3F3XpI+P1x/hFem/pJkZKAAAAAAAAALhsOYOJe++9V5JUW1vrVyAhSZeO7lHYqO+o/qoxMnoNkBQkSRrWP0Qvpo2TDOm2vDId+fqCY8omm4Iunlbo1wd04egej7aCrhkRZVwzfJiGD5gdiPPrtiy7/rNN+y3dVCe3QQEtq1yt1QeWadkctVhjwlnXYfwfuyaYWLqpTs/K+414t620qe5ZqVF44v56dHmw4sav98k9hHCbhsr7pt3nHAEAAAAAAACgq4TF/as0LlmXIqfKFtxbkjRqUJheW3atJGnBqs90uPa8ZBgKrj+n0C8/kirf1IU9/+PRDqEEAAAAAAAAAABoWVh/9b5+gYzI7+ri1dfLCO2v4KBg9Q8LkSSdPndJNqNeQRdOq9eJTxV09EOd/+Q16cJpj2Y6odA1AAAAAAAAAADo0S6c1oXdr6vX2W/U++xXujRonOoHRKqufqBkSEHnv1HomSMK/bpStqOf6kLFziaBhEQoAQAAAAAAAAAAfGCc/1YX9vyPgo+UKnREnEIHj1JQn0H2dedOyVZ7WBeO7pHt6yPNtkEoAQAAAAAAAAAAfGb7+ogutBA8tCQ4wH0BAAAAAAAAAADwyjVSgkLQAAAAAAAAAACgIzFSAgAAAAAAAAAAdApCCQAAAAAAAAAA0Clc0zeNGDGiK/sBAAAAAAAAAAAuc4yUAAAAAAAAAAAAnYJQAgAAAAAAAAAAdApCCQAAAAAAAAAA0CkIJQAAAAAAAAAAQKcglAAAAAAAAAAAAJ0itKs7AP8kJiZ2dRcAAAAAAAAAdCPFxcV+bc89RgSSv9cfoUQP5O+bDAAAAAAAAKDjXLp0SaGhXXOrta0BA/cYEQhtuf6YvgkAAAAAAAAAAHQKQgkAAAAAAAAAANApCCUAAAAAAAAAAECnIJQAAAAAAAAAAACdglACAAAAAAAAAAB0iq4pCY+AKts6VYZhSPb/2f80DPtKt8eGIe2rPKOUB8u6rK8AAAAAAAAAgCsXocRlwDAMDRyZKnskYbOnD7LZnxuef04wXuvKrl4R8vPzFR0drXnz5nV1VwAAAAAAAACgW2H6pi4ydOhQDR48ODCNOYdHtBJI2NcH5pD+yMzMVH5+viRp8ODBslgsio2NbXGf2NhYffDBB81uFxsbq7KyMtXU1OjAgQNauHCha11+fr7KyspaPUZHeeqppzRs2DCvx3f2OzMzU5Lvr4fTwoUL9cYbb7iunfz8fNdrGxsbq08++cTjtcDlIzMzU8XFxYH73OgAl9M1uHDhQu3du/eyOJe2Gjx4sIqLi12fV12htb8LAAAAAADdxNCbNXfxYi12/sy9WaahXd0pdFcBDSWGDh2qZcuWKSgoKJDN+iQoKEg33nij+vXr1+nH9tfQoUP10ksvaePGjRoyZEi727PnDL4EErauyCR8kpmZqZqaGtfPzp07FRkZqZ07d3osd785dujQIX3ve99TVVWVfvjDH7q2WbBggcLDw137dtaN3Pz8/CZ9Lysr0xNPPOHq2+bNmzV//nytXLmy2XYWLlyoAwcOeD3vV199Va+//rrWr1+v2NhYffe739VTTz2l2NhYbdiwQYsWLdKrr77aaj+3bNniuuHofpyWwpwtW7a4ApDO5gxzvB2/pXXeOM97y5Ytge4mAAAAAACAz9LT05v89EimuVo8W/pgwwZtcP58cFJjZ8+Vqb1tj06UefIgj+cp5kQlms1yX9ycQZPNnvu3vocmm1OUONrvngbQaCWmJKpLu9DBAjZ9k/NG+4QJExQUFKRVq1YFqmmfTJ06VUlJSYqLi9PGjRt15syZTj2+ryIiIlyvkyQVFhbqzjvvVG1tbdsbNeRTIOEoMNHeU/DJ4MGDtWnTJj3zzDMtbrdlyxZt375dklRaWuqa8sh5k33x4sWqqKiQpBZvOv/3f/+3li5dGqDet80jjzyiMWPG6Oc//7kqKipc/T1x4oTHuTnl5+drwYIFkqSdO3dKsr8Gf/rTn1RVVaVFixaptrbWYyTE5s2bFR4e7rGP80/n47Nnz+rBBx/0Gk4sXLhQJpNJixYtci1buXKlKyTJzMzUzp07PZY5LVmyRJs2bdLChQtbDT4CZfDgwdq8ebMiIiL0xRdf+LyuJTNmzFBoaKhGjhyp2NhY1/UFuHv11Vc79Dp3Xr8vv/xyiyElAAAAAODy9e6776pv374aPny4hg4dqpCQkK7uUhsM1c1TpI82vKPj7ouPl2vr9iFaPNek8q3lATjOIE02z9GE8Bq9X7RHA803KzzOrJTIcEl1Kttm0e5To5WYcqMim+w7RykT3J87t7e3GV5TpvBI6R3Lbp0KQE87R0/ue4BGSrgHEvv27dOGDRsC0axf9uzZo+PHjysiIkJ33nlntxwxERERoaKiIlcgIckVorTnm/yGr4GEbH5lEr1791ZCQoKCgwM/y1dUVJTKyspUVVXV5htyY8aM0dtvv63o6GhJnlMhtXXKj/acc21trVatWqU///nPuuuuuzRs2LAWE+709HQlJSWppqZGSUlJysjI0NmzZ5vdvqKiQhMmTFBkZKTi4uJUVlamjIwMRUZGevyMGzeu2ZupP/vZz/T66683G4KtXLlSGRkZSktLa/La1dbW6vXXX9fPfvYzH16NBu19TRMTEzVhwoQmQWNL61oyf/58/fOf/9SRI0d02223+d2ny0VH/n53F1fCObaG16ABrwUAAACA7ubs2bOaNGmShg8frvr6eo91ffr06aJe+WlorK469IG8xg7HK3ToqrFtHi0x2ZyilBsjFT5hjlLMcQpXncq2Fetzx/q6PRYVFRXp/RrnHp+ruKhIRW4/28rqVFe2zWNZUZFFu09J0il9U9fGznW5ntz3AIQSjQOJO+64QydOnAhE3/xy5swZvfTSSwENJq6//nqtXr1avXr1kiT16tVLq1at0vXXX+93W+6BRFlZmWt5RUVFQIIJXwIJf0dJTJkyRddff73MZnO7b+IsWLBANTU1slgsGjx4sNauXauHH37Y46Z9fHx8i9M3OUcVOLlP3xQeHq4NGzboySef1IYNG/T888/rb3/7mx5++GG/5kNv6zk7pwTKy8vThAkT9NRTT+nmm29WTU2NZs6c6XFubZ1SasuWLa799+zZowkTJigvL8+j3ZbaHzx4sPr06aP9+/e3eJy33npL3377rW677bYm8+rv379fffr08avvgbyO2mvw4MEymUzavHmztm/frttvv911Ls56COvWrXO9ju6jcxpPq+V+XbnXOHHfr/Fy9+mxWjte430bX8ct9ccX7X1fnNOVeZv2y306Nfdpsprrs/P354knnlBZWZnr+m3ude2Mc1y4cKE++eQTxcbGejxuvK5x393PzbnOvd+ZmZkqLS3VBx98oDFjxnjUCmnufJt7fTr6NfD2mhw4cMD1nvrT3+9+97t+Xe/NvdctXXet6U6fRQAAAAC6j4kTJ6pv375Nlvft21cTJ07ssOMOGTJEM2bM0IULF7R161Z9/PHHrnVRUVFavHixIiIiOuz4PcFuS5GK3q+xhwqWPapTuCbMSXEEFJKiE5WSkqIbnUMjRtufu//MmRBuDzUaLW+YnqlOdd90yekFQM/te7v+X3l3CSScAh1MZGRk6Ac/+IHWrVun/v3764UXXtAPf/hDv78p3jiQSElJca2744472h9MGPIxkPAvmHjvvfdUVVWl6Ojodt/Eee211xQZGSmz2aza2lqZzeYm3+YvLS11fdvffQSBc9lrr73W6nGqq6v1t7/9TWfOnGnTCIy2nrPzW/vOvu/evVtxcXGKjIzUm2++6Tq3d955RxkZGUpMTGwyWmH8+PH66quvmj3GvHnzXO0fP37cY5RERkaG3nnnHddzb+1HREQoPDxce/fu9ft1cdq7d6/Cw8P9+ksxkNdRe91zzz3q3bu33nrrLb3yyisaMGCAZsyY4Vrfu3dvXXPNNa7XdMaMGVq4cKEGDx6s1NRUTZ06VZGRkVq5cqXuu+8+16iczZs3680333S9/unp6V6Xr1mzRps3b3bdSG3ueM5916xZ49q3tLTU1c+W+uOr9rwvCxcuVEJCguv3c8KECa5psBqf0+jRo1t9DZ1uv/12zZ8/X4mJiYqIiNCmTZv08MMPu0YHTZ482a/wpTOvPWff3c8tIiJCL7/8siZPnuz6bJ89e7ZefPFFTZ06VYcOHdLKlSt9Pl/318fXKf8C9RpkZmbqmWee0YMPPqh58+YpNjbWr/6eOnWqxevdl/e6peuuM18LAAAAAJePuLg4zZgxQ7feeqtHMNG3b1/deuutmjFjhuLi4jrk2Ndff71CQkL0xhtv6PPPP3fMhGIXFBSk3r17a/LkyR1y7IA6flIaEyvvNa2H6Cp9rZMBO1idyjS6pwoAACAASURBVLYVOQIKSVXFjUZKyG1UxPuqUY3ed46O2LZN29xGTzh9XmzR7s93y9Lc9EeDJsuckqIUV4oxWolu4UZDvQpnLQrHevNkDdJoJaaYNXlyopftW2qrcRfMboFKQ62JVvvejbW5poR7ICFJ1157rXbv3t3iPpGRTWf0agtfb0o5g4m21pj4xS9+oYEDByo5OVkffvihBg4cKKvVql/84hd+tbN48WKPQMI9uDl27JjuuOMOvfTSS4qLi9OiRYv0/PPP+9W+/UOr9UDCsF2UYUjh/YJVd8bWarv19fXasWOH7rrrLkVHR+uGG27QRx995FffOpJz+ib3KY+ioqKUlpYmwzD8/ua41L5zdq8RIdmnFKurq9PLL7/c7D4TJ05UXV2dz2FeZmam67zy8vKUl5fnsb6srEzz58/3eqPOn2OdP39e+/fvbzKv/okTJ1RXV6eJEyf6fDOwO11Hs2fP1u7du1VbW6va2lodOXJE8+fPd53j+fPn9ac//UmSfcTIsWPHJNlDp7vuusvjPa6rs/8Fdtttt+nEiRN65JFHPI7lbfkLL7yg22+/XbfddpteeeWVZo/n3PeFF15w7esc2dFaf3zVnvdl79696t27tywWS5P6JW15DZ3WrFnjuq5uu+02DR06tMl1bjL5PuizM6899743fp/T0tI0Y8YM7d27V8OGDdMrr7zSZH9fztf9GL4KxGswc+ZMmUwmmc1mv96fxv1t6Xr35b1u6brzRXf6LAIAAADQPVRWVmrixIkaMmSIbr31Vr3++uuSpFtvvVVDhgzRyZMnVVlZ2SHHvvrqq3X+/HlVV1dLkj7++GPXaInq6mqdP39ew4YN65BjB1a5Pji0WLNvrtCGd9yrSgyVae4Ufb19g2etiTYInzBHKZE1qlG4IuekyDUxvutxncr2SPq8WBbZb+LPmWCvyRqZkqIbJamuTmX7LNr9uXRqt0XFvhx4dKJSbgxX2bYix3RPo5WYcq3qthWp6JTkrOuQ+E2Rih1zSkXeOFLvFxU52h8tKVwTwvepqKjYHnDMuVmTq5z1L1puS5I0aLJunlCn94sscl/c07U5lLDZbLp06VIg+9IhbDabR9Loj4sXL2rp0qVat26dkpOTZbVadc899+jChQt+tbN69WrZbDZt3LjR6w1hZzDRlkDCpbUREjJ06otShYT20TO/GqN7H2v9AzU4OFizZs1SWFiYqqqqPIaRBcrChQv1k5/8RG+//bZriiN37kWcJXmMfjh06JAyMjJcN27DwsKUm5ur3/zmN3rrrbe0adMmXbhwQeXlvhfTac85b968WQkJCfrFL36h5cuXS5J++tOf6uGHH1ZVVZXXfcaPH69z5861+q3nfv36qbi4WKdOnVJSUpJWrVqlxYsXu/ZbuHChHnzwQf3yl7/U5s2bdeLECc2fP9+jXfdRDi0dz300QWNtGW3RGdeRL2JjYzV27FjFx8d7hEdjx45tdYTBwoUL9cwzz2j79u2KjIzUwoUL9fjjj7epH87Apz0C0Z/2vC/O+ibOYs3Ob9C3dF20pc+HDh1qch37oztcexUVFSopKdH8+fM1f/58ffXVV6qoqPA6Kq65823P1H6BeA2io6NVX1/fJIwMZH+ba8v9d7O5687XcKI7XA8AAAAAupezZ8/q9ddfd4UQt956qyS5AonXX3+9xfqf7WGz2RQUFNTs+pbWdStDTZo65msdOjRVixdLX39tX3zVVVfp0PYNeqcdicRkc4omhNtHP1h2u48FGKTJ5puld5y1ITyd2m1RUdVkmeeEa1+RowbF6ESl3JiicDW66d+ckYlKiZRnGDB6pCIV7haG2NUNbBjhUPN+caPwoE5lexxLTlWppi7S57bs+3yjOk3QjSlmDdzm/Xx7ojbPXXDy5EmlpqZqz549kuw3C77zne80Kbrr/hMoK1eubPYnPz9fJ0/aBwV99dVXeumll9r14eEMJp566qk2BRKSfSTDn/70pxa/oX7s2DHXN0j9b19qLZCQYdOFc7W6asQUTY0b4FO7N910k6Kjo1VVVSWLxSKbrfXRFf5yn7KotembIiMjtX//fm3atEkTJ07U6dOn9bXzk87h8ccf16uvvqra2lrdcsstOnTokF/9aes5Dx48WA8++KB+85vfqLq6WhcuXNAvf/lLrVq1SiNHjtTmzZu97jd79mxt37691fbPnDmjxMREzZs3z2N5ZmamampqlJeXp/Lycn344YeaMGFCs9O7hIWFtTgfYmZmppYtW6Ynn3xStbW1TWpKTJw4UWFhYa32111nXEe+cBa1dr+mkpKSPNY1Z/z48Tp27Jhr1MP8+fPVu3dvSdIrr7yiiIgI3XPPPZLsN1GfeOIJ1/Inn3zS1U5LgY+7xm0OHjzYNUqitf74qj3vy8KFC5Wenq7a2lrNnz9fx44d0/jx41vcx98+N34NJGn9+vV+TVEVyGsvNDTU9bvjre+zZ892PX7yyScVERHhGhGxefNmxcXFKS4urtnP+UCcrzeBeA1efPFFPfLII3rmmWdcI7UC2V9f22rLdeeuu3wWAQAAAOhenMHEyZMnNWTIkE4JJCTp+PHjCgsLU1RUVJN1UVFRCgsLa3Ga725hqElzZ49V5fateuedrdqwYas++OADffDBVm3Y0L5AQmqoKWFnnx7JPoXRHE0Id9SX8JhaSQ3TLc2ZoHBF6kbntEeOwhORN6YoJcWsZmZKcokMD1edwtU4I1BdmWsaKOePpa1JgU9tOYt3vyPd7Fvfe4J2Tah88uRJ3XnnndqzZ49iY2P10ksvafjw4YHqm98GDBigO+64Q0OGDAlIIOF08eJFPfPMM20KJDqF0XogIRkyDEMhob19Hjny0Ucf6ZNPPmn3zRuTyeQqdL1x48Ym6yR70NT4hrs3zm8aO/9017t37yaFnxsXx25NW8/ZGYK4f2O3srJSq1atUv/+/b3ehM7MzNSgQYNcIz3cpyqJjo7Wnj17Wj2HlStXetQxyMzM9Cgs7K6iokJHjhxpchPPGWzU1NTo9ttv19SpU5v95vH48eN15MgRv6aQCdR11F6zZ89WZWWlR98rKipUWVnpcUPZG+d75HxPxowZo/Pnz7vaePjhh7Vs2TLV1NRo8+bNeuGFF1RRUaH58+dr5syZrtf3vvvu0913393qN/8rKiq0Zs0a13vzwQcfqKyszKf++Ko978urr76qH/zgB66i66dOnWq1hou/fW78utbU1OjDDz/skmvv1Vdf1VtvveX6fPHW90uXLrn6OXPmTI9p1F599VXV1dUpODjY9VlQW1ur3bt3uwpdnzhxot3n600gXwOz2az77rvPdS0Gqr++vtdtue7cdZfPIgAAAADdj3sw0RmBhCTt3r1bNptNt9xyi2JiYhQUFKSgoCDFxMTolltukc1ma3Wq/C7lFkiUu4UPx48f1/H2ztfk1SnttmxTWZ1U836RW90It5EIknRqtyzuN/rfr5Fq3ve48V9U1PqIg5p9Flm21ShyjltR7M+PqCZ8guLcMpDRiQ01Hvzia1uDJmvyaPfzD1f4VW05YPcSdM2IKOOa4cN07NjRNjcyePBgbdy4UXFxcaqoqNAdd9zhmiu6s3RUINFRnNMU+TuCJDExUcXFnrOe7f77DYqInqeWAgkZNh2rfFPDx87Usco39Z3Ujv1Q27Jli+Lj4yXZi1ynp6d7XXf27Nlmp99w387p7NmzWr58ue6++259+OGH+slPfqK6urpm6yjk5+ervLy8TUWv/eWcUmTMmDEqLS3VvHnztGXLFm3fvt11/E2bNum//uu/XNNLPfPMMxo/frwyMzNdr4UkPfjgg1q0aJFqa2u9noO310Zq+fWUGqZ5crbt7/k5++zvXO5AT+OcXmrRokUt3mh3/t6//PLLLX7ObNmyRVVVVR6fhQAAAACA7sVZ7Lot9xQvXbqk0FD/Zso3mUxKSkpSSEiI68vQYWFhqq+v186dO32ektzb/cKO2MelmUCiQ4xOlHngHo8RBKMTU2Qf+FCj94saT5fkrClRZ183OlEpI4+oaM9AmedMUHjN+ypqcf4me22H8H3OaZ5GKzHlRkU6jzVosr0dx9Y17zu3a7yfc99rVeeadqnRtFPNtjVaiSkjdcRxbg3nK3vA4tP8U52nLddSQEIJyTOYeOyxx7RmzZp2teev7373u5o5c6a+/PJLFRUVdetAQgpwKPHfNyhi9Fy1FEhIhr6o/IeuGft9fVH5D03p4FAC3Vd+fr6io6N9GpnijpuquJLk5+dr8uTJrda08CWU8DXgAAAAAAD0XG0JJSR7/Yrrr7/eVdT6q6++0ieffOKant4XnRtKDNXNi6fqZCcEEs6C1XVl27QvfE6TG/MeN+vrylRWN0ETIu01KN7Rza5i1w03++WoLRHZLW/u91RtuZbaXOi6sdraWt155526/fbbtXbt2kA167MPP/xQkr2Yb3cPJALNPhlTy4GEfb3c/sSVqq2hgr8hRleJjY3V5s2bFR4e7rHcWXcGaElmZqYyMzNdI7DaWmTbyTmqaeXKlQQSAAAAAIAmTp48qTfffLOru+GH43pnw9ZOOdKp3RYVub5XXdRkRMTnxY2X7VbD17Dd9/XYSUVkEV0uYCMl0Dm8JU+fbIqXq0yEYbgeG4ZhzyUkx5+GghSkujP1+v49ezuz2wAAAAAAAMBlq60jJQKh06dvAtx06UgJdJ3rF5V2dRcAAAAAAAAAAGhVcFd3AAAAAAAAAAAAXBkIJQAAAAAAAAAAQKcglAAAAAAAAAAAAJ2CUAIAAAAAAAAAAHQKQgkAAAAAAAAAANApCCUAAAAAAAAAAECnCO3qDsB/iYmJXd0FAAAAAAAAAD0Y9xjRVYKuGRFlXDN8mI4dO9rVfQEAAAAAAAAAAJcxpm8CAAAAAAAAAACdglACAAAAAAAAAAB0CkIJAAAAAAAAAADQKQglAAAAAAAAAABApyCUAAAAAAAAAAAAnYJQAgAAAAAAAAAAdIpQ54Oampqu7AcAAAAAAAAAALjMMVICAAAAAAAAAAB0ilD3J2+++WZX9QMAAAAAAAAAAFzGZs6c2RBKREZGdmVfAABAD2az2drdxqVLlxQeHq7+/fvr9OnTAegVriT9+/fX0qVLtW7dOq6fK9ysWbO0Y8eOru4Geiiun8sb72/78PoBAAKF6ZsAAADQo/Xv31+/+93v9OWXXyorK0v9+/fv6i4BAAAAAJpBKAEAAIAeyxlIbN68WRs3btQLL7xAMAEAAAAA3RihBAAAAHok90DijTfekCQdOnSIYAIAAAAAujFCCQAAAPRYGzdudAUSTs5gYtiwYV3UKwAAAABAc0Jb3wQAAADofk6fPq333nvP67pDhw51cm8AAAAAAL5gpAQAAOhwP/jBD7q6CwAAAAAAoBsglAAAAB3KGUgQTAAAAAAAAEIJAADQYRoHEV0bTJiVYy1QusmHTU3pKrBaZbXmyCzJnGNVjrmj+wegc5iUXuD5WeD377g5RwXNfZi4Pj+a+7F/rng9tqtds3Ia7cdnUDdhzpHV7e8Sc477tdTo7xlzjvdroCBdJnOOrDlm2a9Hz2sC3YcpvcDvzwZrQbp8+acGAABXMmpKAACADuEeQPz973/3GDHx97//vZN7Y1aONUsJkhLyrEpttLa6MENp+eUypRcoLzVKUolyk5Nlkew3GBNKtD67k7sMoGOYblGiilWcVqD0gjS9cUuBshIkJVhlzXJsU12ojLR8lZtzZM1KaNi3JFfJ2RaZk0apuKC8+WM4tvNycKUXpDU8S/dybCWoQIU6rBLlJmfLIntwkdSec0bgWLKVMaZAednpeiMt322F/e+ZUYW5KnDbNtliVo41STuTs2Ux58iatNN+bZhzuqDzAAAA3QOhBAAA6FDOAMI9mOhMzqChJDdZyY3vEZrSVZAt5eTbby6W56cpOd/9pqFJ6dmpipKUZbUqy21XZ5ABoGcx3ZIoFefoUHSiktIKlJfgDCKzZXHcWNb6fJVLjpvKzh3TZf9oMCspIUoJCY0CzmaDiOaV56cpN9qqpJ3JyranDyoYU6C0/BjlpEa3/2TRIex/V9gfx7iWWpTd5C8ZAAAAeEMoAQAAOkzjERGdHUyY0guUl1isjOR8xeQUKP1gmlw5gjlH1iVV9m9D27dWekGeUqMc610hRMO3leXa1aqkQwQSQM9jVlpqlFRof1ZVkKbsbPvyHKtVWapWYUayWsobTelLNKowQ8mOjcw5bqFCGyVkNYyUqC50fs8+wSMMLdnZ9vYRGOYcq9wHzrg0DqgkVRfmqjgxy/V3SoLrvUyQ1ZqlkpKSDu0r/Nfs+yv3kUx27l9MMKUXKFs5jb6oYP83RfT69n02AABwuSKUAAAAHaK5KZo6c+om92+zlmevV47VqpzcZO1MsipLuUpOc79TUK78tGTly22qDZmVnn5QFrnddHjjFi0ZVagcbjIAPY4pfYlGVVe7nkenFciaECWpWoUZuVJellKdU7x5HfkwRrckRilKt8iUX65ymTRmVLWqDjbaLCFL1sZ3MV1KlNt4Sa77SAm37Zi+qVuxZDum9XNN1ZSh9dF59hvZ3q6XfIvynSPynNOBuU3fZOVN7VYa3t8GrYeOZqWlHtb65MZJZrnycwpVkJcjsyW7SbsAAFzpCCUAAMAVwqKCwiXKy7JK3qZycjInKUEJSrAWaExGmvLzG60vz1damtc9AXRzMSrW+uJELXE8d46UMKUXKC9viQozkpUtk0zl5fYRVKZ0FeTZp3BzSizMVWFikmIklStG0SpWk/ISPtaUcPI+UgLdTXqB1THyoaHukCm9WiU705StHM8gyll/JC1VKs5Qk8E3rqnBKIncfZk0ZpSUkGSWLN7/0WAfOZXjPXQoz9f6EquycsyyMFwCAAAPhBIAAOCy13hKBvcbgJL7NAwmpSdJJdUl2pm2U0kF6TKtj1Ze0k5lVElSDNMxAD2YJT9fpvREtyUN33hPTrYXu7emSoUZaSp33kV2Fr02pasg7ZDS8i0yaYmy0006qCUaVZzT9Iazn7yPlGD6pu7GPprOU0y0VPWGpPLspmG3Occ+Ks/rfGD2ay9Bsl9jHdFhtI85TamHc5WrJUo3WZpO62ZKV3ZisXLSmv8EsGTnKsmapRyzhX83AADghlACAABctpxhRHV1taoLG8/37NrIdRPQlJ6txKr1Kh6VJMmi7DSzcqzRyk22SOlLJB1UflqucqyN6lMA6KEcxYlN6Sqw5kmFGUpOltILCpSek+Z5A7o8X2nZzofrddiapzxVqzCj7R8ErsA0wT0oTVBBdElDGCKmb+ouGkZKNOK1pkSG0vIbBRWWbGWMKXDcoKYwdvdmVk7WKBVmWGTRGBWkmZXfKFUwpyWqOCetlVDSMUpzSbpkaRxpAQBw5SKUAAAAly3n/ND2ehCti4k+rPXZBzUmMUn2aVaypFxHGw2tKjs3SdbsdOWncYMB6Kks2WlyFbhXoTKSk+1z/lsT7CMX7IOnGphzZF1S5QoKJEnVxXqjHeGk/TPKPqXToZwqLcmL1vrkbFnMObImHWr3CAwEVpOREuYcWZeMUnXUYfv75mUf78WTGxVOdgug0B3YR7Eo11n0Pl85VQWy5shjWjb7Z0jr3OtbAQAAO0IJAAAQENOmTWvzvu+9914Ae+JdVGqerI2/yurgnMPdkp0tyaR0Sc7C115ZvEzTAaAHchS4N+fIarXa6wAkN4owo1KVZ0113ThWeoGsqVEqyU1WsnJktRaoMKPRyCmfC12blG6vgixLuWTJzZE1J11jRo1SYQ4fMt2WOUfWrATHNZGtcpmVY7Uqy604uVPj4smm9AKlHUpjKp/uyvHeuqZUcyjPT1NujlVWa1KT9xgAAPiPUAIAAFwRGupGNOIxh7sXzptPkkpy+R4rcFlx/n57CyMkKSZaUe41JaxWxxRPzs+CbCVbTEovsMp62K24tY+Frs05jho1zuYs2UpWjgrG5Cit3FGAOzVKUolyfRnuhQ7lmr6pulAZydluIxucUzE5wwlJ1SUqUYISvE331HikhOxtJjP6rkuZc6zKGtX4vW1gyU6WxfE5kOXxO+5WH0T2LzrwrwUAAFoWdM2IKOOa4cN07NjRru4LAADooWw2W7tHSly6dEnh4eHq37+/Tp8+HcDeAbiSzJo1Szt27OjqbqCH4vq5vPH+tg+vHwAgUIK7ugMAAAAAAAAAAODK0C1DiZB+A7u6CwAAAAAAAAAAIMC6PJQwwvrpQtR3dHrKHfafyQv15axf+d5A/HLtKljc+jJJWlygGm/LFa/luwrUZE1z7cQv164aL9tLil++S7uWx7se19TUePnZJccmAAAAAAAAAABcMbq80HXQhTMKq/6nwqr/qfrwq/XtXaulw591zME2pGmeaZd2Lf9M08sfUs3TczzX19ToaefjyjzNm75CPz/g2H5FacN2pSv087xd2lKwWBvSNng0Ubpiun6+fJdqCp5TZNp0Ra5o3Il4Ld+1KsAnBgAAAAAAAABA99eloUT9oBG6OHyCLkbEqNdXFTp93b9o4sRJ2lu9x7cGFhdo1zxJczJUUyDNO3C/tmSMda2uqbFHDJV581yhQumKn+t/dz2kxSvSFOnKE+K1fNdDKp+eJs+IQdKKn+t/C25TfPxtWrUlQ2M9Vj7tOoa2PaTIp03a9VC5pqdNV6RfrwQAAAAAAAAAAJe/Lg0lQk4dVcipo+qjN3VuzE0aGDdD/Qf4Xk8i3jRO0gFp20Oad+B+PVQ+XZGRsk/TNG+LItM22IMLk/tepVoxPU32IGKLMtxTBtdIiW16KNIZUJRqRZo90JgeucLR3tOeIydcHVru9nCXR0AiOcMRn08PAAAAAAAAAIDLSpeFEkd/9poG9e+j0JAQ2WyGDMPQuHHjdN4m9TLdrK9jLTIMQ+fqahV8/rSGr7+3SRvXjRurAwf+V+PG2adNSnNbV3mg8RRQDSFEQzjgDB/cR0rYH0vS4oIaPT1H9lEQaU3GULRq20ORcu3WJBwBAAAAAAAAAODK0mWFrq9644+SYeg7147XDZOuU9zEiaoPCtEFmzTKNFlXjYiSIZv6lr+pYUUPeG3DNK5SB8p9PWKpVkyPVORD29yWzdHTNTWqqdmijLHuj+1rN6RFKnJeniobtTQ2Y4tn4epdy0XdagAAAKDr7dixo6u7gB6M6+fyxvvbPrx+AIBA6bKREn337dBZw9B7Z+/Xdd+ZqvqgUF2wSefrpZrKMp3fbdXA915Ur5OfN9vGiunTpfjl+pd5kuKXa5dHzYc5qslwezyu8WgHe0ixQs4REe5TNjUv3jTOo0aFtFgFDIEAAAAAAAAAAKBVnT5SwhZ+tc6PT9K3CUvV63ilzp07qwv1cgUS523S+d1WRWz9vy0GEk2UrtD0yEhFRkbKPhhimx5yPI+MjPQ+/VL8cu2qqdH9Bx5SXqVzpESBFntrf3GBdi2Pt08ZVe6lnoQXc552G03x9BzfzwUAAAAAAAAAgMtQp4cSwXVfqvf+nRpQsk7fxs3X1TET9M23p3WwbI/qvv1WF+olydb2Aywu0NN6SJEPSU+3MK3S4oIa1aySfh4ZqekrPlNDiLFF82pqtGu5255znlbN/Qf08xXXad6cbdrinm/EmzTuQLm8xRTbHnILRSIjvRfHBgAAAAAAAADgCtGp0zfVDxqhi8Mn6NKgker1xWfSDfN15ttv9WXxq+q/53/05cz7NeC6RMloW/vxy3dpS8YBPRS5QdIGzTPt0paacQ3TMi0ucIxYGCfTvEhFujKCUq2Y7iyTvUFpkQ2pQ/xt/yLlzVPkCmn5ri0alzfPc4qn68ZprJoWtmhceBsAAAAAAAAAgCtdp4YSIaeOKuTUUUnSl3eukr6oVJ93CxTx+fv29a8/qlrbowox/B8psbigxj5Cwi1QKF0xXZGvOKZoypun58aNU968SK3Qcu3aUqOMFtrTNnsNitIV0zXdfgBlHHhIkStKJS1WQc3TmuPa1If4wRWISKrM0zwGTQAAAAAAAAAArjBB14yIMq4ZPkzHjh3t1AOfjvtX9d3/poIvnPFYfnFwtOoHDFWf6o86tT8AAKDtbDabpk2b1ub933vvPV26dEnh4eHq37+/Tp8+HcDeAQAAAACA7qJTR0q467/nf7wu71VbpV61VZ3cGwAAAAAAAAAA0NG6LJQAAADoTJ+8MlmGYUiGo3yVIfvzRo8NQyo7eFZLsg52WV8BAAAAALhcEUoAAIArgmEYGjgyVfZIwmZPH2SzPzc8/zQZr3VlVwEAAAAAuGwFd3UHAAAAOoVzeEQrgYR9fdd1EwAAAACAyxmhBAAAuCLYcwZfAglbJ2USKVp70KpfT+qUgwEAAs6k9AKrcsytbGbOUUG6qckya6s7Sqb0gtbbBwAA6GEIJQAAwJXBkE+BhKPARBd2NBBStPbgQR08eFAHD65VSld3B+hOzDmyWq2OnwJ53is2K6e5dS3t12KbDqZ0FVhzZG7L9k32cVvu/SSVY7U2vRFuSleBq43Wbqb70kYzfb9ilCs/LVfKavl1MCeNUvEb5fbHOVf6awYAAEBNCQAAcIUwfA0kZOugTGKSfm19TeNWx+jeoo5o3/04c7U1Jkb3SkpZe1BPrU1RUcceFOghzMpZUqWM5GyVS/Yb/Xk5OpScLYtMSi/I0qjCDCXnlzda19J+La1rYLolUSrMacP2jm3c92mWSekFeUqNKlFJiZdzz0vV4dxkpVkcbWblyGzxPK7fbWSn6420/Fb6dXlIL7AqNcr7uoQ8q1LdF1QXKiMtX+WmdC0ZVawc+5utpFHFKiiXFOOlEXOOrFkJXlZYZc3yXFKSm6xsi5dNAQAAegBCCQAAcAVpPZDo+aMkPtXvk+91PSvaukNPLRuvSZI+7bpOAd2ERdlp7k93qiRricaYJOkWJUaVaH2+4/a6pUCFS/KUZJYslhb2K29pnXOhdhLV1AAAIABJREFUWWmpUnFGuaRyP7c3KX3JKBXmtBZISPZv7icrX5I5x6olTdaXaKfzRrbX47bShjlJCdWFynC1UaDCJdm6xZSv8isglXC+Lqb0AqUdSmsaCphzVDCmQGn5DS+G6ZZERR1e7wigkpQQlaAEqzO+SJDVkTZUF2YoLT9byQdNMpWXu96SJscyea4HAADoiZi+CQAAXBkM+RhItBZMTNKvrQe1NsV9iqSDWpvSsM7qXigiZa0OWq2yHnxN98VIs546qIPWX8u1xYK1rjYOrnWfaMmzfc9pmBz1KH7dsK+1meIUKXNn6eC21wgkAG/MSUrQYR0qlxQTraiSnW6jBsp16LA0aoyXuXbc9/NlnTlJCdXFeqMt25tuUaKKpbSGaZeaTKnkE4sKCkdpiXNfc5ISStYrv1yOKZnaOq1QlKK9fev/Mlb+RrFGJTWd+8p9mibHEqW5hlY4wqWMZCUnJys5t0QqybU/Tk52CzJuUbbVKmtBujzfDsfUYtlpimH6JwAA0MMRSgAAgCuCffqm1gMJw3ZRhiGF92v5n0mznrJPkRQTE6OYh3do1lNrlaJP9fvVOxQzZ4ErdEiZO0s7VicrOWaB1hyUdjwco5jk3ztCghjdN26rvY0Fa3Rw1jJH4esUrT34lMauWWBfFxOjmIelpzyCCc99dd+zDUWzJ/1aVkdYMXdrjJJ/TyQBNGFKV0FWgkpy7dMXmcaMatN+vqwzJyWoZL2XKY582T4mWlFRqYre6biZnVEopWa3uS5BVGqePdzISlB11UH/dj5YpeqoVKU578eb05qdzuiyVv6Gikct8XwPHNM0uWcSpvQlGlVSomrJHi4ddoRALbadr7TkZCU3mRLLouzkZCWnZcvCMAkAANDDEUoAAIArR2sjJGTo1BelCgnto/98cGSLTe14+F65qjQU/VFrDs7S3BRJRVu1I2aOFjjChbmzdmhrs+UcDmrNHx0rP31N25z3B1PmatbBNXrAPUxwP0ZL+0rSp79XsiPM2Dq30cgMADKlF8ial6jijIZ5+csPHW7Tfq2uM6VrSYLbtElt2b66UAXO5+X5Wl8SpcRb/EwlTOnKTlXDN/WTc3U4Nc9e7Lo8X2nJab7dMM8tUUKWY9TGkioVllTL32yj5ytXfk6xErOdoxnMyslLVHGOZ5AQo2LlFFQ5dslXWitFIMw5Vrdi5vafvNSohtfb/afJSAoAAICe44qrKbG4oEbztkQqbUNX9wQAAHQm+4xMLQcSMmy6cK5WEVGJmnKpuI1HKtIf1yzTswsm6bUFyzRrx2rd2/pOPjqoA/v87M29D2vu/9/e/Qc3deZ5vv8YnEDHIUPnxwInmMF2rbLpZlvdTWAK1kMmZmyjP7hU9XoXDbcq2h8kdgGVSiudoSjXVe261pdlydV09UJKppmdUm4VJXap3aa8VYqtQUmILtSQzc5owp1OPGUpDZkD3k4CmTRpEozO/nEkWbJlSTbGkuz3q3BJOs85jx7ZfyR1Pnq+3+Q+7dxwWJfZMAGosz+qgzqitrYCN4jXrtdEiwWH1q+VPjk/UvK6YmOO57aq8eKp/J0QMzk/ecX+pv09ysw7ETwM6fzFg9oztalEcUO9mlh2p/qj63S+dw4WWGtGBuQ51a9oNCrpqk73TA11hgYGJEe3/aJgE+uJnhJ2Y+w2teWNd6o/uE26cF69A3S1BgAAC0fVhBLXPKfu6fo1walt3KbT7jdl+vOPRbyGwi5T/vYyJ4l4ZZBsAABQO6zSgYRkybIsLa1fli73NL3tO7qkM/ZOhQ2HfqYXm87p1ezGhYj0s5f1sqQTL027TWJ6Z97UuaNH9bNDgxOll7pe1ouKaGepYGHDIUVf/lu17c2sbZ+2JyP6KYEEkN2FcKRQIJFubO3pHLB3LnR6tFvpps7Fris2Joee29qoi6eGZn/+yFu6oIB6u9+y+w44urVny1VdCM6shs/IWxd0NbBH3Y6h9M3zTm3bkg5dHN0KBrbqQoEb68V09h/U2tM9U8tYLTrpvhrFfnd5YY7skGLbebVNu3uiU/3RPbrS49FAU7+i/SpyLgAAQG2pmlBCkp78/rNFx+9a0v/6uk4pS1pSJ9XJfkx9+PaM3ifinWanRMhQ3mGnT7Hj0v7WPsVn9A4AACw8L7z0iq6bf6fBM7UZytsbJYoHErJSEw2xi2cSOqcdSiaPZl+92pRTzunyYb2eSOpo84mcMOCyBiNJDR5NKrnvhHa2/W2R2c9ob5N0Mjmo5IsT7/hq0+HSDasvH9ZLo9FJayvjOmAxaFqnRm3RwWhUB3MOXzzSpt6hEQ30n1YwEJX95fWLOtKW09dhuutUZCz5nLbqtPpz7yUXm6vQ+RrRgOeI1kUDiu6eOHcm4YE9zYA8R9YpGohqd97nlsqvA+RQdzCQ7SNx9XRPToPmxaOzP6qDW5RuVN2bPRY9ODe/E3v+izrS5rEDn5Fetalf0ejBib8ZAABADatbvabRWr3qCY2NXavoQq55TpUMJf7X13W6a0lL6+yfTDAx/su39eifTbNTwh2UWWL7w0RI4VbQ9Kv0ZomIvIZHtXlLBgCAmVu1xtALL70iSYq//96UYCKVSmnz5s2znv/SpUsaHx/XihUr1NDQoFu3bt3Tegv5H6Gn9djv7lDRQEKWrife0ermZ3U98Y62PF/oxtIGHYoOquX1Ju0tsgmi62RS+0Z30mQaWMQ6+6Pac6X8m9QzPR/zqzsY1e5GFQ0GHN1BBXY3pssxDWjE0a2g5+Op/SQK7JTIhB3F5s8LREgnAABAjaqqnRLFfHHH3iHxwBKpPieUWFKnku26EwGXWvsK73Vw+mLy5p8sV2uf4k6fYt4Rtaa3VEz0onAraLrm5DMBAFALVq0x9PyL+7OvnRs3SVLN7ZiwNz4UDyTsceU8ztKGQ9q3/Zxe30sgASxendo2ozJLMz0f823A06aBEueMDHjUNpB3QJ5CPTcml3OSNNTbVrIUVjnnAAAAVLuaCCW+SUm379qBRG4okQkm7tYVv765JyyzZ/rxiHeagXa/zJzmE5HwzNcOAEAtWrXG0FPf2SBJ+r3WZ7Vs+fK88dXGk5VY1r2xLP06OZR9nmkZYVmWnUtI6UdL10ff1Zdf3Z3V23SdTOroduncq02aRTcJAAvGkHoL9o2Yq/MBAACA2lT1oUTKkm7eqbPDiJxQor5OWrrE3iTxzVzulMiV08zaHTTF/ggAwGKw8tuPZks1Tfb17dt648RxjV0z53lV927TH304RzNd1uG2pmlHz+wljAAAAAAAYDpVH0rcvFOnJXUTgcQDdcoGFJndErfv104JAAAWoZs3PtfgmZB2drnzjtdyIAEAAAAAAKpDVYcSX47XadySHkzvjsgEEplQIlPGqb7OrgxdUMgjI6fktdMX03Htn3bnRB7KNwEAFqn4++9pXVNLtn+EJP1F7B0CCQAAAAAAcE+qNpS4k5J+M24HEpkdEUszYcQS6cG6id0S9UukbwrM4Q6a8rcXmr3AzomIV4an0DHKNwEAFh/nxk1ybtyk+Pvv5QUTAAAAAAAA96IqQ4mUJX32TZ2WyG5kvXTST31OOadMMFFIyGMos0nCHTTlbwnIO9yhAzqm4Q6/Wo4Z8oRyr3BLzT0K5yQWuTsl1G7KfhkRmyYAAAuVc+Mm7exya/BMSPH339OV5Kh2drn10d9crvTSAAAAAABAjauqUOLqP5ca9w3oxm9u6+6du1paJ92tk75eYj9+k1Oy6dqfvaL1e/8ffXzyFT01TSWm3J0SEa8hIyQ5fR2Sfqm+VkPuYCZk0MROiURArtY+TV/cya2gyZ4JAMDClRtISHYpp18lRnXzxucVXtm9+euz/1iWZUn2P/vRsuzBnOeWJX2U/K32HExWbK0AAAAAACxUdavXNFqrVz2hsbFrFV3INc+pKcfq07sili6Z2B1RX5f/PFPW6ebP9lRg1QAAQJJSqZQ2b9486+svXbqk8fFxrVixQg0NDbp169Ycrs4W/8UGPfLkbtmRRMpOH5SyX1v5j5/9alDP7P7lnK8BAAAAAIDFrmp2SqwJlh8qpGT3kCjURwIAAKCgzPaIEoGEPV65ZQIAAAAAsJAtqfQCAAAA5oOdM5QTSKTmKZPo0slkVIc2zMubAQDmnEPdwaj6O0uc1tmvYLdjyrFoyQslR3ew9PwAAAA1hlACAAAsDpbKCiTSDSYquNC50KWTyaSSyaSSyZPqKnrqyfR5xc6dwXxAtevsVzQaTf8ElX+vuFP9040Vu67onGmObgWj/eqczflTrsk5XvhDqj8anXoj3NGtYHaOYjfTc38Pk94rb45p1r5ojGjAc0Q6WPz30LltrS68NWI/71/svzMAAIAqKt8EAABwP1nlBhJK3adMYoMORQfV8nqT9p65H/Pnvs8OvdnUpL2Suk4mdfRkl84UetOuk0ruG9XOpr26PBfzAVWvU/17rqinrVcjkn2jP9Cvj9t6NSSHuoMHtfZ0j9oGRiaNFbuu2NgEx3NbpdP9szg/fU7uNdNyqDsY0O7Gi7p4scBnD+zWJ0fa5BlKz3mwX51D+e9rz7FN59va1Cupsz+qg/2dGuodKjxHb7fe8gyUWNfC0B2Mandj4bEtgah25x64elo9ngGNOLq1Z+0F9dt/bG1be0HBEUlNBSbp7Ff04JYCA1FFD+YfuXikTb1DBU4FAACoAYQSAABgESkdSNT+LonLOty2N/vqzJvndHTfP9QGaVLwsEGH9jXrxEvFAomZzAfUgiH1enJfntfFg3u03iFJz2lr40WdGkjfXh8K6vSegLZ1SkNDRa4bKTaWOdgpz27pQs+IpJEZnu9Q9561Ot1fKpCQ7G/ut2lAdpgwtWvfRZ3P3Mgu+L6ZOXpzlndRB/esl0PSSOc2bbl6Wj3ZOYI6vadXzzkGNLIIUonM79bRHZTnY8/UUKCzX8H1QXkGJn4Zjue2qvGTU+kAapu2NG7RlmgmvtiiaDptuHq6R56BXrUlHXKMjGT/JFPey5E/DgAAUIso3wQAABYHS2UGEqWCiQ06FE3qZFduSaOkTnZNjEVzG0V0nVQyGlU0OagXm6TtR5NKRg8pe8bOnPJJJ3MLI+XPn182Kd2P4tDEtdFpmlN07diuZGRwaoCwYafaFZFeTpaco6z5gFrUuU1b9Ik+HpHUtE6NF8/n7BoY0cefSGvXF6i1k3tdOWOd27Tl6gW9NZvzHc9pqy5InomyS1PKMpVlSMHTa7Unc23nNm25eEoDI0qXZCpcVqhz2xZdvfBWkZvgjVpX6Fv/C9jIWxe0dtvU2le5ZZrSR+TJbq1Ih0s9bWpra1PbkYvSxSP287a2nCDjOfVGo4oGu5X/50iX1Or1qInyTwAAoMYRSgAAgEXBLt9UOpCwUndkWdKKh4r/b9L2o3ZJo6amJjW9ek7bj55Uly7r8Ovn1NS+Mxs6dO3YrnOvt6mtaadOJKVzrzapqe1w+qZ+k15sedOeY+cJJbfvSze+7tLJ5FE1n9hpjzU1qelV6WheMJF/rV782UTT7A2HFE0HDTvebFLb4QIRwj9qUVPTi2p5s6nwHLnKmQ+oNY5uBQ9u0cUjdvkix/q1s7qunLHObVt08VSBEkflnN+0To2Nu7XufPpmds9paXfvrPsSNO4O2OHGwS26eiU5/WdMByDbzufcME9e0dXG3fJk7sd3eqYtZ7SgjbylC2v35P8N0mWacjMJR/cerb14UVclO1z6JB0CFZ17QJ62NrVNKYk1pN62NrV5ejXENgkAAFDjCCUAAMDiUWqHhCx9cT2upfXL9R9+/GTRqc69ulfZrgpnfqoTye3a0SXpzJs619SunelwYcf2c3pz2vYLSZ34aXrw8qAimfuDXTu0PXlCL+Xe/M99j2LXStLlw2pLhxlv7pi0MyPv7U8oM4UuH9br55rUvrPAmeXOB9QIR3dQ0cBWXeiZqMs/8vEns7qu5JijW3u25JRNms35V08rmHk9MqBTFxu19bkZphKObvXu1sQ39duO6JPdAbvZ9ciAPG2eiRvmmRvjbW06vy3nW/sjA/IcuagtB9O7NvZc0emLVzVdtrFwjWig/4K29mZ2M3SqP7BVF/rzg4QmXVB/8Er6kgF5SjSB6OyP5jQzt38Cuxsnft+5P1N2UgAAANQOekoAAIBFwa7IVDyQkJXSN7dv6LHGrfrh+IVZvtMZ/fTEPv1s5wYN7tyn7ede197SF5UpqdEPZ7iava9qR3Kfdm44rMu5Gxw+HNVs7iNOOx9QIzr7ozqoI2prK3CDeG26d4IkyaH1a6VPzo+UvK7YmOO5rWq8eCp/J8RMzk9esb9pf48y8058U39I5y8e1J6pTSXyDPUe0bbonom+EUO9mlh2p/qj63S+d9rLF66RAXlO9SsajUq6qtM9nim7IIYGBiRHt/2iYBPriZ4SdmPsNrXljXeqP7hNunBevQN0tQYAAAsHOyUAAMDiYJUOJCRLlmVpaf2ydLmn6W2f2LKgDYd+phebJnZEXB6MSO0v6+V2TexmmIkzb+pc04v6WV5vipf1oiIaLBUEbDik6Mncte3T9mT6ug2HFE1G7RJNlwcVUc57bDikfduTigxezj+v2HxArUnvQjhS6BvrQ0Gd1qTSRErvUCh2XbExOfTc1kZdzN32MNPzR97SBe1Wb6ZWkKNbe7ZcndS7oLSRty7o6pbckkOd2rZF+uTjkfyeEo5uBfsn+iU4uvdM2w+js/+g1p4OTi1jteiU0VdjqDfbP6JQT4mp5Zo61R/doyv9ver9eJui/VN7WAAAANSqqt4p0fiv/5PqH16Zd+zOb27qkz/9VxVaEQAAqFX2RonigYSs1ERD7OKZhM5ph5LJo9lXrzbllHO6fFivJ5I62nxCP83evL+swUhSg0eTSu47oZ1tf1tk9jPa2ySdTA4q+eLEO77adLh0g+nLh/XSaHTS2gpdd1mH215VS857nHu1SYcvS3m1mcqeD6gBTevUqC06GI3qYM7hi0fa1Ds0ooH+0woGorK/vH5RR9py+jpMd52KjCWf01adVn/uXfticxU6XyMa8BzRumhA0d0T55bsTTDZyIA8R9YpGohqd97nlvLqAI0MqP9KcOIb/Lm/BznUHQxk+0hcPd2T06B58ejsj+rgFqVDhd7ssejBufmd2PNf1JE2jx34jPSqTf2KRg9O/M0AAABqWN3qNY3W6lVPaGzsWqXXMsX6l/6rlq/K/8rJb68n9av/+KMKrQgAABSSSqW0efPmWV9/6dIljY+Pa8WKFWpoaNCtW7fmcHW2/xF6Wo/97g4VDSRk6XriHa1uflbXE+9oy/OFbixt0KHooFpeb9LeIpsguk4mtW90J02hgUWssz+qPVfKv0k90/Mxv7qDUe1uVNFgwNEdVGB3Y7oc04BGHN0Kej6e2k+is1/RbefVlnM8E3YUmz8vECGdAAAANaqqd0qkrKlfUkzN4Hp30JS/vcyTI14ZnlD6hVO+mFcjrR7ZR9wKxhzy75eOh1t0zMgcBwAAtcL+f4rigYQ9rpzHWdpwSPu2n9PrewkkgMWrU9u2XNWFYLkBw0zPx3wb8LRpoMQ5IwMetQ3kHZCnUM+NvN4cmUNtJUthlXMOAABAtav+UMKaeqxcIY8xKTxwK2i6FJ4uVHAHZeamGKYpv6SI12u/jvep1XAraAYlggkAwCLzwkuv6Lr5dxo8U6P/BbQs/To5lH2e+X8My7K/BZHpg23J0vXRd/XlV3dn9TZdJ5M6ut0uhTSLbhIAFowh9RZqpj1n5wMAAAC1qbpDCRXYKXEv31osJeSREZKm7pRwynfApaclxRWSx6jRmzEAAMzSqjVG9kdSTQYTm/7owzma6bIOt03f0fTMXsIIAAAAAACmU9WhhGVNDSEm75yYO075YmH1NOccSu+UKPg6EZCrtU/x+7UcAACqxKo1hp5/cX/2tXPjJkm1GUwAAAAAAIDKqupQomD5pnuetUUHYqYODLvU2pcbKcTV12qoT7LLOLnCRXpMAACwsK1aY+ip72yQJP1e67Natnx53vhq48lKLAsAAAAAANS46g8lChy7V8P7XdLxsMyO/N0OTl9M4exWiXaZZnpfRMQr72iLHE5J8il2XNrPLgkAwAK18tuP6oWXXik49vXt23rjxHGNXTPneVUAAAAAAGAhqJpQ4oEfuvWt73bowYdXZo/VP/ztKTslHnj423q0579mX//25q/19YdvKfVX5e5hGNVIPK5Qq6GzvpjCZocCrlb1xaV4X6tcisk70iq/w37MbJZw+g7I9bTkdvVo9JhBIAEAWLBu3vhcg2dC2tnlzjtOIAEAAAAAAO5V1YQSd/5nSJYlLfv95/Wtx9Zkj08u1/TAwyv1QDq4uPXZNd3+8C1ZZQcS+eJ9rTLO+hQ77tPZ1j7F5Za3p1ntMtUuSTJl+qWI15BnZFQtB2Lyj3pFn2sAwEIXf/89rWtqyfaPkKS/iL1DIAEAAAAAAO7JkkovINf4X4b02btv6KtPr8lK95OY7uc3n17TZ+ffmHUgkRXvU2u2FFNIHsOQYRhyBRKKeF0KJNLn/XJU0rBcnpAkt4Ixn5z39s4AAFQt58ZNcm7cpPj771V6KQAAAAAAYAGpmp0SGam/DOlTS3r095/XQzk7JnLd+vSaPnv3DS2J348tC075YmHZrSWOa9RlyPN0UGZYCgRadNx3Vq0jLrWPhuW5D+8OAEClOTdu0s4utwbPhBR//z1dSY5qZ5dbH/3N5UovDQAAAAAA1LiqCyUkSX8V0meWlPr959UwKZj4zWfX9Pn5N7T0r+c+kLAbXUsBlyHXLrunxNldMZktx2SkazaNBE2ZPVLESyQBAFiYcgMJyS7l9KvEqG7e+LzCKwMAAAAAALWubvWaRmv1qic0Nnat0muZ4u733Pr27z+vhsftYOLWp9f0+btvqP4+BBIAAGD2UqmUNm/ePOvrL126pPHxca1YsUINDQ26devWHK4OAAAAAABUi+rcKZG29K9D+kxSqvV5SdKN2Bt6gEACAAAAAAAAAICaVNWhhCQ98NchfW7Zzx/8gEACAAAAAAAAAIBaVfWhhEQYAQAAAAAAAADAQrCk0gsAAAAAAAAAAACLA6EEAAAAAAAAAACYF4QSAAAAAAAAAABgXhBKAAAAAAAAAACAeUEoAQAAAAAAAAAA5gWhBAAAAAAAAAAAmBeEEgAAAAAAAAAAYF7UV3oBk7322mtKWZasVEqWZSmVsmRZqeyxlGVp/M4d/fznP9fY2FillwsAAAAAAAAAAMpUdaFEyrK054/+KPvaknTzdkorl9mbOv7zfz6t73//+7qbSuk//emfEkwAAAAAAAAAAFAjqq58k5VKSZLuplK6ezelf/v/faa/vP5bjd+9q/G7dyVJjz/+uLa3telf/It/OcPZnfLFTAXdxc5xKxjzyTnlcFAx35SjAAAAAAAAAACgTNUXSlhW+on0zie/1Rv//5eSpF2Rm/ZBSW+88YbC4bC0pG6Gs8fV1+qV/DGVky+4g2bhIMIdlFkouAAAYAF74aVXtLOraLIPAAAAAABQVPWVb0rZwcPNr+/qJ29/ppXLluh7Tzyos2uXS7L0ox/9U1mS6pcu1bHjx4vO5YuZ6mkuPNYeNtWTeyARUUTtak+f3272KBFwab+OywwekxG2jzt9MYVbjsloDd3LxwQAoKasWmNkfyRp8Az/HQQAAAAAADNXdaGEZaV04+uU2v/LNf284wn9s8Ex/erv7+j/+qvf5p333zsfVcpKFZ2rr9VQn+wgwTvSKs/k+yfuoGIOv1r74hPHnD7Fjkv7W/tkH22VIUlulyQp3pd+DQDAIrFqjaHnX9yffe3cuEkSwQQAAAAAAJi5qgslUpallQ8u0aX/80lZkj76V42SpLPtDypT2SlTxslKWQXnmCx+dlgtXrcUyr954na1aNgfzz/m7VGzEjputuiYV/L723NG22Wmt1ckAq78MAMAgAVk1RpDT31ngyTp91qf1bLly/PGVxtPVmJZAAAAAACgxlVdKJFpdL3sp8mi593xtkz0nyglflbDLcflc4aUzRGcPh1oGdb+vFzBLZciijRLirTLfyAgl+HRlOjBHVTMUd5bAwBQa1Z++1G98NIrBce+vn1bb5w4rrFr5jyvCgAAAAAALARVF0qk0kHD7ZfX2weszL6INMvKvk6lipdvmhBX3/5hxY77dLa1T3G5FQx3aNjVmhc4uIN+KeyVWhzyezzyuIMyzcI3XRIB/ww+FQAAtePmjc81eCY0pak1gQQAAAAAALhXVRdK2CWZLEWGh7PH/rC9Q72/eECrHpHG/l76elz66e675e+UkKR4n1qPZUKGhAKuVuVXX3LKoYD8Icl7IH0o5JFRqFw2OyUAAAtc/P33tK6pJds/QpL+IvYOgQQAAAAAALgnVRdKpKyULNlBxARLGx5/W1+NS+5/8gM1LF8pK33u7DSr5Wkpvy5TXH2euCR34UsAAFhEnBs3yblxk+Lvv5cXTAAAAAAAANyLqgslMrsf/jwysVNi+x+263jg3+t3nnhE0bcfU/O6Dfq/X+gpu9G1O2jK3y4p4pVheLLHTH+xhtVO+WJh9TQXnpPyTQCAhcq5cZN2drk1eCak+Pvv6UpyVDu73Proby5XemkAAAAAAKDGVV0okUrZTSS2/2F73vF3/9+zmlytKVWifJMvZqqnWYp4DaWziKyQx1BIktMXk2k2S4mAXK19OZsn4uprNdRXaGLKNwEAFrDcQEKySzn9KjGqmzc+r/DKAAAAAABArau6UMJKl2Q69+eRoud17tiRPXc604YKOeJ9rTLyTgrJ01riopBHpU4BAKBW/btDr0w5RiABAAAAAADmQtWFEinLkiVLnTt2lD63zPJNAAAAAAAAAACg8qoulLBSlv7jsWOyUpYsy1IqlbIfrZSslGWHFlZKqfQ4AAAAAAAAAACoDVUXSvyHI/++0ksAAABhpfMEAAAVTUlEQVQAAAAAAAD3wZJKLwAAAAAAAAAAACwOhBIAAAAAAAAAAGBeEEoAAAAAAAAAAIB5QSgBAAAAAAAAAADmBaEEAAAAAAAAAACYF4QSAAAAAAAAAABgXhBKAAAAAAAAAACAeUEoAQAAAAAAAAAA5gWhBAAAAAAAAAAAmBf1lV5AxmuvvXZP1//kJz+ZetDpUyzco+aSVycUcLWqL26/cgdNucKGPKGcU9xBxRx+tWZOAgAAAAAAAAAAM1I1oYQk7dmzZ1bXnTp1avrBiFeGJyTJKV8srJZjk8IGOeWLHZ/V+wIAsJi88NIrum7+nQbPhEqfDAAAAAAAUEBVhRKS9MKfWTM6/+f/sq6s89zBsHqaJflNmf7M0YQCrv0zej8AABajVWuM7I8kggkAAAAAADArVRdKPPY70mMPS8ZjdfrilqUrn97rjA75YqYdSCQCcrX2KS7J6YvpuParLy75ClzVnhdeZI/K7Ek/zZkLAICFbNUaQ8+/OBHiOzdukkQwAQAAAAAAZq7qQokdP6jTtx6SUpKW1tWpdYn0919JI6a9g+LRh6UH6+tUv1T69O/L2VUxor5WQ32S3WPCNO0eExGvDE9ckrPgVRHv5DJPAAAsHqvWGHrqOxskSb/X+qyWLV+eN77aeLISywIAAAAAADWu6kKJU//Fp2UPLtfjj63RE4+t1taNz+nxFcu1+mm7TNN4auLc9U+UU7pp0k4Jw7B3N7iDMk2/lIgoIml07j8KAAA1aeW3H9ULL71ScOzr27f1xonjGrtmzvOqAAAAAADAQlB1oUQy+UuN193Ww7+zUr/T8Liu/N1Hav3BszJWf0djN7/RP1j5oB6sX6JHGx4oc8bMTgm70XU4W38pIq9hKDRNo+vC5Zsi8hoesYECALCQ3bzxuQbPhLSzy513nEACAAAAAADcq6oLJa4lb6huifTF8tv6tOFTfZwYUexiRA8sX6KGhx/XQw2Pq2HFKn3vHz4j5/on9OQ//m6ZM8cnyjhJktM5TeEmpxwtCQVcreqL5x/3xbyz/2AAANSQ+PvvaV1TS7Z/hCT9RewdAgkAAAAAAHBPqi6UeLTp/1BdnSXJ0iMPLVPzk9/W8gekx1c+okcf/QcyHn9EDcsf1JIldbp9Z7zMWd0Kmn61p1/Z/SLihZtUO3epQ8PaTwdrAMAi5ty4Sc6NmxR//728YAIAAAAAAOBeVF0o8WCDobq6lJYukZZ9q15f61ta9uCD+sp6QI8tWaovfntHv71zV/X1S7TsgaWlJ2z3yzQnH5pcmimhgCTJKd/xHmnYVTiwAABgEXBu3KSdXW4Nngkp/v57upIc1c4utz76m8uVXhoAAAAAAKhxVRdK/PlrXXM7YcQrw1OsC0ROTwm3Vz0KyNVHJAEAWLxyAwnJLuX0q8Sobt74vMIrAwAAAAAAta5u9ZpGa/WqJzQ2dq2iC3nttdfu6fqf/OQnc7QSAAAwU6lUSps3b5719ZcuXdL4+LhWrFihhoYG3bp1aw5XBwAAAAAAqkXV7JQgVAAAAAAAAAAAYGFbUukFAAAAAAAAAACAxYFQAgAAAAAAAAAAzAtCCQAAAAAAAAAAMC8IJQAAAAAAAAAAwLwglAAAAAAAAAAAAPOCUAIAAAAAAAAAAMwLQgkAAAAAAAAAADAvCCUAAAAAAAAAAMC8IJQAAAAAAAAAAADzor7SC5jsozefkWVZkv3PfrQsezDnuWVJHya+UtePP6rYWgEAAAAAAAAAQPmqLpSwLEuPPLlbdiSRstMHpezXVv7jU9ZgJZcKAAAAAAAAAABmoPrKN2W2R5QIJOzxyi0zj9OnmBmTz1nphQAAAAAAAAAAUL2qLpSwc4ZyAolUmZmEW0HTlGmaMgsGB/Z4rGSi4JQvlpnH/gm6Z/LJAAAAAAAAAABY3KoulJClsgKJdIOJEpM55Yv51RJwyTAMGd5R9YSDcmfHTJmmS4qUu7iEAi7DnssVUIs/HXLE+9RqtKovXmotBBkAAAAAAAAAgMWr6kIJq9xAQqkyMold6miO6FgmLQj5FUi0y+WWpLj6Wg0Zhkfh2Sw03qdjkWZ17KJmEwAAAAAAAAAA5ai6UMJWOpAonUhIerpFzZGwQtkDcY2MSi2OOQ4SnD7FzMwODCm/ZJSpmM+noBlWT7PU7jdlxnxyTr4m73VmV0V6nphPzoLzEogAAAAAAAAAAGpH9YUSlsoMJEoHE05Hy/1bp9OnA+0JDZ+dXLPJraCZUzLKMNTa1yeP4VIgIUW8hozWPhWt9JTW7ncpbGTOdytoHtBopnyU4dJwR5hyUAAAAAAAAACAmlFf6QVMZpdvKh1IWKk7sixpxUNL9OVXqYJzxUdGpTnNJZrVEzbVI8nuL5HuI5G7YcHtUnsiIFfxBhNliXg9E7s83C61q1nt2fe3JRxOqayIAwAAAAAAAACAyqq6UEJS6R0SsvTF9biW1i/Xn/zxeu39N4np52pxaOK2vVOOFmk0PNub+DlBRCUkAnKVucsCAAAAAAAAAIBqU3Xlm+yKTMUDCVkpfXP7hlau+aGe+e7D008W8iugHnkzJY7cXvUoIH9o+kvuWSisSHPOe8ot37S9H1qUaW/h3NWh5hnNK7mDuX0sAAAAAAAAAACobtW3U8IqHUhIlizL0tL6ZelyT9OJq29/QLGwKdMvSRF5jfu90yAkj8sx6T3tFOTscEJhvynzgL3jYX+gQ+F0OaZEJKIi+z0KzGv3p/Dc188CAAAAAAAAAMDcqVu9ptFaveoJjY1dq/RaJEkf/OL7emydS8UCCVkpjSXe1qrmP9BY4m39YPcHFV0zAACLXSqV0ubNm2d9/aVLlzQ+Pq4VK1aooaFBt27dmsPVAQAAAACAalF15ZuUV76pcCAhWfZp2UcAAAAAAAAAAFDtqi6UsEOG4oGEPa6cx7nkVtA0ZU76CdK8AQAAAAAAAACAe1KVPSV+nRzKPs+0jLAsy84lpPSjpeuj7+rLr+7O8QJC8hj3sxM2AAAAAAAAAACLU9WFEt/70f1tQw0AAAAAAAAAACqj6so3AQAAAAAAAACAhYlQAgAAAAAAAAAAzAtCCQAAAAAAAAAAMC8IJQAAAAAAAAAAwLwglAAAAAAAAAAAAPOCUAIAAAAAAAAAAMwLQgkAAAAAAAAAADAv6iu9gMk+evMZWZYl2f/sR8uyB3OeW5b0YeIrdf34o4qtFQAAAAAAAAAAlK/qQgnLsvTIk7tlRxIpO31Qyn5t5T8+ZQ1WcqkAAAAAAAAAAGAGqq98U2Z7RIlAwh6v3DIBAAAAAAAAAMDMVF0oYecM5QQSqRrJJNwKmqZiPuccjgEAAAAAAAAAUHuqLpSQpbICiXSDiRKTOeWLmQq67++Si67Ad0DtczwGAAAAAAAAAEAtqrpQwio3kFCqdCZRaU6fjncMKxCZwzEAAAAAAAAAAGpU1YUSttKBRDmJRNAMq6dZavebMmM+2YWQ7LJIZvpnojySW0EzJp/bp1h6LOiW5A4WODezAyN/rvwdGU75jvdo9FifRqasbLZjAAAAAAAAAADUruoLJSyVGUiUDiY8hkuBhBTxGjJa+xSXW0HzgEZdhgzDkGG4NNwRzgkTmtVzQNpvGDK8ETvMcIXtc10Bqcer3Nyh3e9S2EjP5Y2o3R/MjruDYXUMu+QJTV3XbMcAAAAAAAAAAKhl9ZVewGR2+abSgYSVuiPLklY8tERffpUqb3K3S+1qVnvYVE/O4YQjswMiocD+PsUlKRRWxN+iUX86HYiPaFQdcjgl+wQp4vUomx2E/AocCMvllkIKyt8SkMsTL7CGWY4BAAAAAAAAAFDjqi6UkFR6h4QsfXE9rqX1y/Unf7xee/9Novy5EwG5Wvs09bb/03OydMkp34F2qbldYTMn+mgPy+yIKKLZjE23ZgAAAAAAAAAAakfVlW+yKzIVDyRkpfTN7RtaueaHeua7D5c/eSisSHOPvDk1mNzBYF5Jpplod01c6fQdV09zROFQXH2tmfJQ9o83IiUCLhmtHnlmNUYgAQAAAAAAAACofdW3U8IqHUhIlizL0tL6ZelyT9OJ6+xwQmG/KfOAvdvA43IoFjZl+u0zIl5DnlkuNSKXzMxEishr5JRzAgAAAAAAAAAAeepWr2m0Vq96QmNj1yq9FknSB7/4vh5b51KxQEJWSmOJt7Wq+Q80lnhbP9j9wTyv0ilfLKyWYwYNqQEAkJRKpbR58+ZZX3/p0iWNj49rxYoVamho0K1bt+ZwdQAAAAAAoFpUXfkm5ZVvKhxISJZ9WvYRAAAAAAAAAABUu6oLJeyQoXggYY8r5xEAAAAAAAAAAFS7quwp8evkUPZ5pmWEZVl2LiGlHy1dH31XX351twKLtJtZAwAAAAAAAACA8lVdKPG9H8UrvQQAAAAAAAAAAHAfVF35JgAAAAAAAAAAsDARSgAAAAAAAAAAgHlBKAEAAAAAAAAAAOYFoQQAAAAAAAAAAJgXhBIAAAAAAAAAAGBeEEoAAAAAAAAAAIB5QSgBAAAAAAAAAADmRX2lFzDZR28+I8uyJPuf/WhZ9mDOc8uSPkx8pa4ff1SxtQIAAAAAAAAAgPJVXShhWZYeeXK37EgiZacPStmvrfzHp6zBSi4VAAAAAAAAAADMQPWVb8psjygRSNjj9/heTp9iZkw+5zTj7qDMmE/TDQMAAAAAAAAAgPJVXShh5wzlBBKpkpmEO2jKDLqnHHf6YoQNAAAAAAAAAADMs6oLJWSprEAi3WCi6FShcERqdyk/lnBqV0ezIsf6FI/3qdVoVV/8vnwSAAAAAAAAAACQo+pCCavcQEKpUpmEFAorona5clMJ5y51NEcUDt2X5QMAAAAAAAAAgGlUXShhKx1IlE4kJCkke7PERCrh3NWh5khYISndUyKYs5PCraBpysz8+NsnzZc/HstrRjHp2rx5AQAAAAAAAABA9YUSlsoMJMoLJkL+gBLZEk7p0k0Ft0m4FTT9kteQYdg/3sjk8QMadWXGXRruCMtuWWFf2xJwZa81vJKfYAIAAAAAAAAAgKyqCyXs8k2lAwkrdUeWJa14qMRHiJ/VcCJdwqlY6Sa3S+2JgPw5Y6FwJH9czeoJZ3ZChNXTLLU4nNlr9+c2pwj5FUhMKh0FAAAAAAAAAMAiVnWhhKTSOyRk6YvrcS2tX64/+eP1JSaL6+xwQu0ud37pptlIBOQyJnZSGIah1qJdshMa/eVs3wwAAAAAAAAAgIWl6kIJuyJT8UBCVkrf3L6hlWt+qGe++3DJOeNnh5VoP6DjHVLAP00kEQor0twjb3Zng1O+A+1FxiV3MF2eKT12PLfHhNurHg3rbLHMAgAAAAAAAACARaS+0guYwiodSEiWLMvS0vpl6XJPJcTPajjRox4FioQEIXm8Lpl+U6ZfkhIKBCJSR864y6FYODMuRbyGPJkxQwqaYZk9mfMj8hp9IpMAAAAAAAAAAMBWt3pNo7V61RMaG7tW6bVIkj74xff12DqXigUSslIaS7ytVc1/oLHE2/rB7g8qumYAABa7VCqlzZs3z/r6S5cuaXx8XCtWrFBDQ4Nu3bo1h6sDAAAAAADVourKNymvfFPhQEKy7NOyjwAAAAAAAAAAoNpVXShhhwzFAwl7XDmPAAAAAAAAAACg2lVlT4lfJ4eyzzMtIyzLsnMJKf1o6frou/ryq7uVWikAAAAAAAAAAJiBqgslvvcjWkMDAAAAAAAAALAQVV35JgAAAAAAAAAAsDARSgAAAAAAAAAAgHlBKAEAAAAAAAAAAOYFoQQAAAAAAAAAAJgXhBIAAAAAAAAAAGBeEEoAAAAAAAAAAIB5QSgBAAAAAAAAAADmRX2lFzDZR28+I8uyJPuf/WhZ9mDOc8uSPkx8pa4ff1SxtQIAAAAAAAAAgPJVXShhWZYeeXK37EgiZacPStmvrfzHp6zBSi4VAAAAAAAAAADMQPWVb8psjygRSNjj5U7qlC9myjRNBd2ZY24FzZh8zhKXuoMyJy4CAAAAAAAAAACzVH07JSSVF0ikSmYSTl9M4Z5mSVLEa8gI5Q461JIYlj9eYg5HixKjv5zVZwEAAAAAAAAAABOqc6dEGYFEusFE0anifa0yDEPeSIHBp1vUPDqiEpmEnm5pnvlnAAAAAAAAAAAAU1RdKGGVG0goVSqTyJZs8rdL7X77eSxdr8ntalckHCo+gZxytEjNLU/f46cCAAAAAAAAAABVF0rYSgcSJRMJSX2thgzDpUAiXb7JMNTaF5fklqs9orBK9Itw7lJHc0KJFpfoKgEAAAAAAAAAwL2pvlDCUpmBRHnBhNxe9TTbOyWy+YPToZZIWKFQWJH26QMH564OKbBf+4dbdKBkR2wAAAAAAAAAAFBM1YUSdvmm0oGElbojy5JWPFTsIzjlOyBFIlIkEFCLPyi37LBhNBySFJI/MF3g4Ja3Rxo+G1e875hGe7zslgAAAAAAAAAA4B5UXSghqfQOCVn64npcS+uX60/+eP200zh9x9UzGlZYkkb6tD/QIpfbqV0do8q0k4ifHZY6dmlyLOEO+tUS2K++uJQJL/zFSj0BAAAAAAAAAICiqi6UsCsyFQ8kZKX0ze0bWrnmh3rmuw9PO9fTLaPyeiaaWcf7WuX55S51jIaVPRo/q2F1aFdOKuH0xeRvCWi/nUikr92vQIs/2ygbAAAAAAAAAADMTNWFEhP9IqYPJCRLlmVpaf2ydLmnwkIez0T4kObc1aJhf0hy+hQzTZlmWD3NzepIpxLuoKlwz6i8rX2K510ZV1+rS8Md4eLNsQEAAAAAAAAAQEFVF0rYGyWKBxKyUhMNscvodT3BqV0d7eoJmzKPS/sNQ4ZhyHAFpI5d8gVN+VsCchlTwwxbXH2thrzyy4z5ppR8AgAAAAAAAAAA06tbvabRWr3qCY2NXav0WiRJH/y37+ux392hooGELF1PvKPVzc/qeuId/XD3BxVdMwAAi10qldLmzZtnff2lS5c0Pj6uFStWqKGhQbdu3ZrD1QEAAAAAgGpRnTslSgQS9rhyHgEAAAAAAAAAQLWrr/QCprAs/To5lH2eaRlhWZadS0jpR0vXR9/Vl1/drdRKAQAAAAAAAADADFRdKPG9H8VLnwQAAAAAAAAAAGpO1ZVvAgAAAAAAAAAACxOhBAAAAAAAAAAAmBeEEgAAAAAAAAAAYF4QSgAAAAAAAAAAgHlBKAEAAAAAAAAAAOYFoQQAAAAAAAAAAJgXhBIAAAAAAAAAAGBeEEoAAAAAAAAAAIB5QSgBAAAAAAAAAADmBaEEAAAAAAAAAACYF/8bPPv3MJJD3QgAAAAASUVORK5CYII="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "⑥ 打开文件夹中 json 文件，将 Python 3 改为 Python 3.6.3，如下图所示。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "⑦ 再次打开 Anaconda 终端，输入 jupyter kernelspec list，可以查看到已成功安上 Python3.6.3 的虚拟环境。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "⑧ 再次打开 Jupyter notebook，New 里面有 Python3.6.3 选项。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "⑨ 在 Jupyter notebook 中，用 python 代码打印 python 版本。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3.6.3 |Anaconda, Inc.| (default, Nov  8 2017, 15:10:56) [MSC v.1900 64 bit (AMD64)]\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "print(sys.version)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 安装 opencv 版本"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 再次打开一个Anaconda Prompt的终端，输入 conda activate py3.6.3，激活 Python3.6.3 环境，如下图所示。\n",
    "\n",
    "② 使得需要进入的盘与当前盘一致，如下图所示。\n",
    "\n",
    "③ 进入 py3.6.3 目录下。\n",
    "\n",
    "④ 输入 pip install opencv-python==3.4.1.15 -i https://pypi.tuna.tsinghua.edu.cn/simple 下载 opencv 3.4.1.15，如下图所示。\n",
    "\n",
    "⑤ 输入 pip install opencv-contrib-python==3.4.1.15 -i https://pypi.tuna.tsinghua.edu.cn/simple 下载 opencv-contrib 3.4.1.15，如下图所示。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "⑥ 输入 pip list 命令，可以发现确实已经安装上 opencv 3.4.1.15 和 opencv-contrib 3.4.1.15。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.6.3",
   "language": "python",
   "name": "python3.6.3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "349.091px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
